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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import main as hltv\n",
"import pandas as pd\n",
"import requests\n",
"from bs4 import BeautifulSoup"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>url</th>\n",
" <th>match-id</th>\n",
" <th>date</th>\n",
" <th>event</th>\n",
" <th>team1</th>\n",
" <th>team1score</th>\n",
" <th>team1-id</th>\n",
" <th>team2</th>\n",
" <th>team2-id</th>\n",
" <th>team2score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>https://hltv.org/matches/2370931/mouz-vs-faze-...</td>\n",
" <td>2370931</td>\n",
" <td>2024-04-13</td>\n",
" <td>None</td>\n",
" <td>MOUZ</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>FaZe</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>https://hltv.org/matches/2370930/astralis-vs-f...</td>\n",
" <td>2370930</td>\n",
" <td>2024-04-12</td>\n",
" <td>None</td>\n",
" <td>Astralis</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>FaZe</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>https://hltv.org/matches/2370929/mouz-vs-g2-ie...</td>\n",
" <td>2370929</td>\n",
" <td>2024-04-12</td>\n",
" <td>None</td>\n",
" <td>MOUZ</td>\n",
" <td>2</td>\n",
" <td>NaN</td>\n",
" <td>G2</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>https://hltv.org/matches/2370928/liquid-vs-faz...</td>\n",
" <td>2370928</td>\n",
" <td>2024-04-11</td>\n",
" <td>None</td>\n",
" <td>Liquid</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>FaZe</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>https://hltv.org/matches/2370927/virtuspro-vs-...</td>\n",
" <td>2370927</td>\n",
" <td>2024-04-11</td>\n",
" <td>None</td>\n",
" <td>Virtus.pro</td>\n",
" <td>0</td>\n",
" <td>5378.0</td>\n",
" <td>G2</td>\n",
" <td>5995.0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>https://hltv.org/matches/2370917/g2-vs-heroic-...</td>\n",
" <td>2370917</td>\n",
" <td>2024-04-09</td>\n",
" <td>None</td>\n",
" <td>G2</td>\n",
" <td>2</td>\n",
" <td>5995.0</td>\n",
" <td>HEROIC</td>\n",
" <td>7175.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>https://hltv.org/matches/2370926/faze-vs-flyqu...</td>\n",
" <td>2370926</td>\n",
" <td>2024-04-09</td>\n",
" <td>None</td>\n",
" <td>FaZe</td>\n",
" <td>2</td>\n",
" <td>6667.0</td>\n",
" <td>FlyQuest</td>\n",
" <td>12774.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>https://hltv.org/matches/2370918/liquid-vs-mou...</td>\n",
" <td>2370918</td>\n",
" <td>2024-04-09</td>\n",
" <td>None</td>\n",
" <td>Liquid</td>\n",
" <td>0</td>\n",
" <td>5973.0</td>\n",
" <td>MOUZ</td>\n",
" <td>4494.0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>https://hltv.org/matches/2370925/virtuspro-vs-...</td>\n",
" <td>2370925</td>\n",
" <td>2024-04-09</td>\n",
" <td>None</td>\n",
" <td>Virtus.pro</td>\n",
" <td>0</td>\n",
" <td>5378.0</td>\n",
" <td>Astralis</td>\n",
" <td>6665.0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>https://hltv.org/matches/2370923/flyquest-vs-n...</td>\n",
" <td>2370923</td>\n",
" <td>2024-04-09</td>\n",
" <td>None</td>\n",
" <td>FlyQuest</td>\n",
" <td>2</td>\n",
" <td>12774.0</td>\n",
" <td>Nemiga</td>\n",
" <td>7969.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>https://hltv.org/matches/2370924/cloud9-vs-faz...</td>\n",
" <td>2370924</td>\n",
" <td>2024-04-09</td>\n",
" <td>None</td>\n",
" <td>Cloud9</td>\n",
" <td>0</td>\n",
" <td>5752.0</td>\n",
" <td>FaZe</td>\n",
" <td>6667.0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>https://hltv.org/matches/2370915/heroic-vs-fur...</td>\n",
" <td>2370915</td>\n",
" <td>2024-04-08</td>\n",
" <td>None</td>\n",
" <td>HEROIC</td>\n",
" <td>2</td>\n",
" <td>7175.0</td>\n",
" <td>FURIA</td>\n",
" <td>8297.0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>https://hltv.org/matches/2370916/g2-vs-lynn-vi...</td>\n",
" <td>2370916</td>\n",
" <td>2024-04-08</td>\n",
" <td>None</td>\n",
" <td>G2</td>\n",
" <td>2</td>\n",
" <td>5995.0</td>\n",
" <td>Lynn Vision</td>\n",
" <td>8840.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>https://hltv.org/matches/2370919/astralis-vs-f...</td>\n",
" <td>2370919</td>\n",
" <td>2024-04-08</td>\n",
" <td>None</td>\n",
" <td>Astralis</td>\n",
" <td>2</td>\n",
" <td>6665.0</td>\n",
" <td>FaZe</td>\n",
" <td>6667.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>https://hltv.org/matches/2370920/steel-helmet-...</td>\n",
" <td>2370920</td>\n",
" <td>2024-04-08</td>\n",
" <td>None</td>\n",
" <td>Steel Helmet</td>\n",
" <td>0</td>\n",
" <td>11273.0</td>\n",
" <td>Nemiga</td>\n",
" <td>7969.0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>https://hltv.org/matches/2370921/flyquest-vs-v...</td>\n",
" <td>2370921</td>\n",
" <td>2024-04-08</td>\n",
" <td>None</td>\n",
" <td>FlyQuest</td>\n",
" <td>1</td>\n",
" <td>12774.0</td>\n",
" <td>Virtus.pro</td>\n",
" <td>5378.0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>https://hltv.org/matches/2370922/cloud9-vs-wil...</td>\n",
" <td>2370922</td>\n",
" <td>2024-04-08</td>\n",
" <td>None</td>\n",
" <td>Cloud9</td>\n",
" <td>2</td>\n",
" <td>5752.0</td>\n",
" <td>Wildcard</td>\n",
" <td>12257.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>https://hltv.org/matches/2370913/furia-vs-mouz...</td>\n",
" <td>2370913</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>FURIA</td>\n",
" <td>1</td>\n",
" <td>8297.0</td>\n",
" <td>MOUZ</td>\n",
" <td>4494.0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>https://hltv.org/matches/2370914/lynn-vision-v...</td>\n",
" <td>2370914</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>Lynn Vision</td>\n",
" <td>2</td>\n",
" <td>8840.0</td>\n",
" <td>TYLOO</td>\n",
" <td>4863.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>https://hltv.org/matches/2370911/g2-vs-liquid-...</td>\n",
" <td>2370911</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>G2</td>\n",
" <td>1</td>\n",
" <td>5995.0</td>\n",
" <td>Liquid</td>\n",
" <td>5973.0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>https://hltv.org/matches/2370912/9z-vs-heroic-...</td>\n",
" <td>2370912</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>9z</td>\n",
" <td>0</td>\n",
" <td>9996.0</td>\n",
" <td>HEROIC</td>\n",
" <td>7175.0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>https://hltv.org/matches/2370909/faze-vs-nemig...</td>\n",
" <td>2370909</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>FaZe</td>\n",
" <td>13</td>\n",
" <td>6667.0</td>\n",
" <td>Nemiga</td>\n",
" <td>7969.0</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>https://hltv.org/matches/2370910/steel-helmet-...</td>\n",
" <td>2370910</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>Steel Helmet</td>\n",
" <td>2</td>\n",
" <td>11273.0</td>\n",
" <td>Astralis</td>\n",
" <td>6665.0</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>https://hltv.org/matches/2370908/wildcard-vs-v...</td>\n",
" <td>2370908</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>Wildcard</td>\n",
" <td>1</td>\n",
" <td>12257.0</td>\n",
" <td>Virtus.pro</td>\n",
" <td>5378.0</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>https://hltv.org/matches/2370907/cloud9-vs-fly...</td>\n",
" <td>2370907</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>Cloud9</td>\n",
" <td>6</td>\n",
" <td>5752.0</td>\n",
" <td>FlyQuest</td>\n",
" <td>12774.0</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>https://hltv.org/matches/2370906/tyloo-vs-mouz...</td>\n",
" <td>2370906</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>TYLOO</td>\n",
" <td>11</td>\n",
" <td>4863.0</td>\n",
" <td>MOUZ</td>\n",
" <td>4494.0</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>https://hltv.org/matches/2370905/furia-vs-lynn...</td>\n",
" <td>2370905</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>FURIA</td>\n",
" <td>13</td>\n",
" <td>8297.0</td>\n",
" <td>Lynn Vision</td>\n",
" <td>8840.0</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>https://hltv.org/matches/2370903/g2-vs-9z-iem-...</td>\n",
" <td>2370903</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>G2</td>\n",
" <td>13</td>\n",
" <td>5995.0</td>\n",
" <td>9z</td>\n",
" <td>9996.0</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>https://hltv.org/matches/2370904/liquid-vs-her...</td>\n",
" <td>2370904</td>\n",
" <td>2024-04-07</td>\n",
" <td>None</td>\n",
" <td>Liquid</td>\n",
" <td>13</td>\n",
" <td>5973.0</td>\n",
" <td>HEROIC</td>\n",
" <td>7175.0</td>\n",
" <td>8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" url match-id date \\\n",
"0 https://hltv.org/matches/2370931/mouz-vs-faze-... 2370931 2024-04-13 \n",
"1 https://hltv.org/matches/2370930/astralis-vs-f... 2370930 2024-04-12 \n",
"2 https://hltv.org/matches/2370929/mouz-vs-g2-ie... 2370929 2024-04-12 \n",
"3 https://hltv.org/matches/2370928/liquid-vs-faz... 2370928 2024-04-11 \n",
"4 https://hltv.org/matches/2370927/virtuspro-vs-... 2370927 2024-04-11 \n",
"5 https://hltv.org/matches/2370917/g2-vs-heroic-... 2370917 2024-04-09 \n",
"6 https://hltv.org/matches/2370926/faze-vs-flyqu... 2370926 2024-04-09 \n",
"7 https://hltv.org/matches/2370918/liquid-vs-mou... 2370918 2024-04-09 \n",
"8 https://hltv.org/matches/2370925/virtuspro-vs-... 2370925 2024-04-09 \n",
"9 https://hltv.org/matches/2370923/flyquest-vs-n... 2370923 2024-04-09 \n",
"10 https://hltv.org/matches/2370924/cloud9-vs-faz... 2370924 2024-04-09 \n",
"11 https://hltv.org/matches/2370915/heroic-vs-fur... 2370915 2024-04-08 \n",
"12 https://hltv.org/matches/2370916/g2-vs-lynn-vi... 2370916 2024-04-08 \n",
"13 https://hltv.org/matches/2370919/astralis-vs-f... 2370919 2024-04-08 \n",
"14 https://hltv.org/matches/2370920/steel-helmet-... 2370920 2024-04-08 \n",
"15 https://hltv.org/matches/2370921/flyquest-vs-v... 2370921 2024-04-08 \n",
"16 https://hltv.org/matches/2370922/cloud9-vs-wil... 2370922 2024-04-08 \n",
"17 https://hltv.org/matches/2370913/furia-vs-mouz... 2370913 2024-04-07 \n",
"18 https://hltv.org/matches/2370914/lynn-vision-v... 2370914 2024-04-07 \n",
"19 https://hltv.org/matches/2370911/g2-vs-liquid-... 2370911 2024-04-07 \n",
"20 https://hltv.org/matches/2370912/9z-vs-heroic-... 2370912 2024-04-07 \n",
"21 https://hltv.org/matches/2370909/faze-vs-nemig... 2370909 2024-04-07 \n",
"22 https://hltv.org/matches/2370910/steel-helmet-... 2370910 2024-04-07 \n",
"23 https://hltv.org/matches/2370908/wildcard-vs-v... 2370908 2024-04-07 \n",
"24 https://hltv.org/matches/2370907/cloud9-vs-fly... 2370907 2024-04-07 \n",
"25 https://hltv.org/matches/2370906/tyloo-vs-mouz... 2370906 2024-04-07 \n",
"26 https://hltv.org/matches/2370905/furia-vs-lynn... 2370905 2024-04-07 \n",
"27 https://hltv.org/matches/2370903/g2-vs-9z-iem-... 2370903 2024-04-07 \n",
"28 https://hltv.org/matches/2370904/liquid-vs-her... 2370904 2024-04-07 \n",
"\n",
" event team1 team1score team1-id team2 team2-id \\\n",
"0 None MOUZ 0 NaN FaZe NaN \n",
"1 None Astralis 1 NaN FaZe NaN \n",
"2 None MOUZ 2 NaN G2 NaN \n",
"3 None Liquid 1 NaN FaZe NaN \n",
"4 None Virtus.pro 0 5378.0 G2 5995.0 \n",
"5 None G2 2 5995.0 HEROIC 7175.0 \n",
"6 None FaZe 2 6667.0 FlyQuest 12774.0 \n",
"7 None Liquid 0 5973.0 MOUZ 4494.0 \n",
"8 None Virtus.pro 0 5378.0 Astralis 6665.0 \n",
"9 None FlyQuest 2 12774.0 Nemiga 7969.0 \n",
"10 None Cloud9 0 5752.0 FaZe 6667.0 \n",
"11 None HEROIC 2 7175.0 FURIA 8297.0 \n",
"12 None G2 2 5995.0 Lynn Vision 8840.0 \n",
"13 None Astralis 2 6665.0 FaZe 6667.0 \n",
"14 None Steel Helmet 0 11273.0 Nemiga 7969.0 \n",
"15 None FlyQuest 1 12774.0 Virtus.pro 5378.0 \n",
"16 None Cloud9 2 5752.0 Wildcard 12257.0 \n",
"17 None FURIA 1 8297.0 MOUZ 4494.0 \n",
"18 None Lynn Vision 2 8840.0 TYLOO 4863.0 \n",
"19 None G2 1 5995.0 Liquid 5973.0 \n",
"20 None 9z 0 9996.0 HEROIC 7175.0 \n",
"21 None FaZe 13 6667.0 Nemiga 7969.0 \n",
"22 None Steel Helmet 2 11273.0 Astralis 6665.0 \n",
"23 None Wildcard 1 12257.0 Virtus.pro 5378.0 \n",
"24 None Cloud9 6 5752.0 FlyQuest 12774.0 \n",
"25 None TYLOO 11 4863.0 MOUZ 4494.0 \n",
"26 None FURIA 13 8297.0 Lynn Vision 8840.0 \n",
"27 None G2 13 5995.0 9z 9996.0 \n",
"28 None Liquid 13 5973.0 HEROIC 7175.0 \n",
"\n",
" team2score \n",
"0 2 \n",
"1 2 \n",
"2 1 \n",
"3 2 \n",
"4 2 \n",
"5 0 \n",
"6 0 \n",
"7 2 \n",
"8 2 \n",
"9 0 \n",
"10 2 \n",
"11 1 \n",
"12 0 \n",
"13 0 \n",
"14 2 \n",
"15 2 \n",
"16 0 \n",
"17 2 \n",
"18 0 \n",
"19 2 \n",
"20 2 \n",
"21 8 \n",
"22 13 \n",
"23 13 \n",
"24 13 \n",
"25 13 \n",
"26 9 \n",
"27 10 \n",
"28 8 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"event_id = 7437\n",
"data = hltv.get_results_by_event(event_id)\n",
"\n",
"df = pd.DataFrame(data)\n",
"\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"match_ids = df['match-id']\n",
"match_stats = []\n",
"for match_id in match_ids:\n",
" match_stats.append(hltv.get_match_stats(match_id))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df2 = pd.DataFrame(match_stats)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>match-id</th>\n",
" <th>match_type</th>\n",
" <th>player0_id</th>\n",
" <th>player0_rating</th>\n",
" <th>player1_id</th>\n",
" <th>player1_rating</th>\n",
" <th>player2_id</th>\n",
" <th>player2_rating</th>\n",
" <th>player3_id</th>\n",
" <th>player3_rating</th>\n",
" <th>...</th>\n",
" <th>player5_id</th>\n",
" <th>player5_rating</th>\n",
" <th>player6_id</th>\n",
" <th>player6_rating</th>\n",
" <th>player7_id</th>\n",
" <th>player7_rating</th>\n",
" <th>player8_id</th>\n",
" <th>player8_rating</th>\n",
" <th>player9_id</th>\n",
" <th>player9_rating</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2370931</td>\n",
" <td>* Grand final</td>\n",
" <td>18850</td>\n",
" <td>1.08</td>\n",
" <td>18072</td>\n",
" <td>1.02</td>\n",
" <td>13666</td>\n",
" <td>0.90</td>\n",
" <td>20312</td>\n",
" <td>0.82</td>\n",
" <td>...</td>\n",
" <td>18072</td>\n",
" <td>1.47</td>\n",
" <td>18850</td>\n",
" <td>1.29</td>\n",
" <td>20312</td>\n",
" <td>1.00</td>\n",
" <td>16820</td>\n",
" <td>0.75</td>\n",
" <td>13666</td>\n",
" <td>0.47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2370930</td>\n",
" <td>* Semi-final</td>\n",
" <td>16717</td>\n",
" <td>1.04</td>\n",
" <td>10994</td>\n",
" <td>1.02</td>\n",
" <td>17956</td>\n",
" <td>1.00</td>\n",
" <td>20304</td>\n",
" <td>0.95</td>\n",
" <td>...</td>\n",
" <td>10994</td>\n",
" <td>1.16</td>\n",
" <td>17956</td>\n",
" <td>1.14</td>\n",
" <td>7592</td>\n",
" <td>1.13</td>\n",
" <td>16717</td>\n",
" <td>1.10</td>\n",
" <td>20304</td>\n",
" <td>1.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2370929</td>\n",
" <td>* Semi-final</td>\n",
" <td>20312</td>\n",
" <td>1.28</td>\n",
" <td>18850</td>\n",
" <td>1.22</td>\n",
" <td>18072</td>\n",
" <td>1.13</td>\n",
" <td>13666</td>\n",
" <td>1.00</td>\n",
" <td>...</td>\n",
" <td>20312</td>\n",
" <td>1.30</td>\n",
" <td>18850</td>\n",
" <td>1.12</td>\n",
" <td>18072</td>\n",
" <td>1.06</td>\n",
" <td>13666</td>\n",
" <td>0.97</td>\n",
" <td>16820</td>\n",
" <td>0.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2370928</td>\n",
" <td>* Quarter-final</td>\n",
" <td>7964</td>\n",
" <td>1.15</td>\n",
" <td>8520</td>\n",
" <td>1.07</td>\n",
" <td>13915</td>\n",
" <td>0.99</td>\n",
" <td>10394</td>\n",
" <td>0.97</td>\n",
" <td>...</td>\n",
" <td>7964</td>\n",
" <td>1.07</td>\n",
" <td>18676</td>\n",
" <td>0.99</td>\n",
" <td>8520</td>\n",
" <td>0.89</td>\n",
" <td>13915</td>\n",
" <td>0.77</td>\n",
" <td>10394</td>\n",
" <td>0.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2370927</td>\n",
" <td>* Quarter-final</td>\n",
" <td>20101</td>\n",
" <td>1.22</td>\n",
" <td>12732</td>\n",
" <td>1.05</td>\n",
" <td>16612</td>\n",
" <td>0.89</td>\n",
" <td>13776</td>\n",
" <td>0.78</td>\n",
" <td>...</td>\n",
" <td>20101</td>\n",
" <td>1.50</td>\n",
" <td>12732</td>\n",
" <td>1.14</td>\n",
" <td>13776</td>\n",
" <td>0.74</td>\n",
" <td>8789</td>\n",
" <td>0.70</td>\n",
" <td>16612</td>\n",
" <td>0.62</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2370917</td>\n",
" <td>* Group A lower bracket final. Winner advances...</td>\n",
" <td>19230</td>\n",
" <td>1.47</td>\n",
" <td>3741</td>\n",
" <td>1.36</td>\n",
" <td>9618</td>\n",
" <td>1.22</td>\n",
" <td>3972</td>\n",
" <td>1.05</td>\n",
" <td>...</td>\n",
" <td>3741</td>\n",
" <td>1.38</td>\n",
" <td>19230</td>\n",
" <td>1.36</td>\n",
" <td>9618</td>\n",
" <td>1.29</td>\n",
" <td>3972</td>\n",
" <td>1.18</td>\n",
" <td>10096</td>\n",
" <td>0.99</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2370926</td>\n",
" <td>* Group B lower bracket final. Winner advances...</td>\n",
" <td>9960</td>\n",
" <td>1.73</td>\n",
" <td>8183</td>\n",
" <td>1.32</td>\n",
" <td>18053</td>\n",
" <td>1.18</td>\n",
" <td>11816</td>\n",
" <td>1.13</td>\n",
" <td>...</td>\n",
" <td>9960</td>\n",
" <td>1.60</td>\n",
" <td>429</td>\n",
" <td>1.23</td>\n",
" <td>11816</td>\n",
" <td>1.18</td>\n",
" <td>18053</td>\n",
" <td>1.17</td>\n",
" <td>8183</td>\n",
" <td>1.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2370918</td>\n",
" <td>* Group A upper bracket final. Winner advances...</td>\n",
" <td>8520</td>\n",
" <td>1.12</td>\n",
" <td>18676</td>\n",
" <td>1.03</td>\n",
" <td>10394</td>\n",
" <td>1.01</td>\n",
" <td>13915</td>\n",
" <td>0.80</td>\n",
" <td>...</td>\n",
" <td>8520</td>\n",
" <td>1.35</td>\n",
" <td>10394</td>\n",
" <td>1.26</td>\n",
" <td>18676</td>\n",
" <td>0.97</td>\n",
" <td>13915</td>\n",
" <td>0.75</td>\n",
" <td>7964</td>\n",
" <td>0.66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2370925</td>\n",
" <td>* Group B upper bracket final. Winner advances...</td>\n",
" <td>12732</td>\n",
" <td>1.19</td>\n",
" <td>13776</td>\n",
" <td>0.84</td>\n",
" <td>16612</td>\n",
" <td>0.79</td>\n",
" <td>8789</td>\n",
" <td>0.67</td>\n",
" <td>...</td>\n",
" <td>12732</td>\n",
" <td>1.32</td>\n",
" <td>13776</td>\n",
" <td>0.76</td>\n",
" <td>16612</td>\n",
" <td>0.74</td>\n",
" <td>8789</td>\n",
" <td>0.56</td>\n",
" <td>20101</td>\n",
" <td>0.51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2370923</td>\n",
" <td>* Group B lower bracket semi-final</td>\n",
" <td>11140</td>\n",
" <td>1.43</td>\n",
" <td>9115</td>\n",
" <td>1.27</td>\n",
" <td>17384</td>\n",
" <td>1.10</td>\n",
" <td>11139</td>\n",
" <td>0.90</td>\n",
" <td>...</td>\n",
" <td>11140</td>\n",
" <td>1.26</td>\n",
" <td>17384</td>\n",
" <td>1.14</td>\n",
" <td>11139</td>\n",
" <td>0.99</td>\n",
" <td>9115</td>\n",
" <td>0.96</td>\n",
" <td>10588</td>\n",
" <td>0.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>2370924</td>\n",
" <td>* Group B lower bracket semi-final</td>\n",
" <td>16555</td>\n",
" <td>1.00</td>\n",
" <td>11840</td>\n",
" <td>0.92</td>\n",
" <td>16947</td>\n",
" <td>0.92</td>\n",
" <td>8528</td>\n",
" <td>0.91</td>\n",
" <td>...</td>\n",
" <td>16555</td>\n",
" <td>1.40</td>\n",
" <td>11840</td>\n",
" <td>1.06</td>\n",
" <td>8528</td>\n",
" <td>0.93</td>\n",
" <td>16947</td>\n",
" <td>0.90</td>\n",
" <td>8918</td>\n",
" <td>0.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>2370915</td>\n",
" <td>* Group A lower bracket semi-final</td>\n",
" <td>9436</td>\n",
" <td>1.17</td>\n",
" <td>19677</td>\n",
" <td>1.12</td>\n",
" <td>12018</td>\n",
" <td>1.05</td>\n",
" <td>13602</td>\n",
" <td>1.03</td>\n",
" <td>...</td>\n",
" <td>9436</td>\n",
" <td>1.39</td>\n",
" <td>19677</td>\n",
" <td>1.29</td>\n",
" <td>13602</td>\n",
" <td>1.05</td>\n",
" <td>14148</td>\n",
" <td>1.00</td>\n",
" <td>12018</td>\n",
" <td>0.97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>2370916</td>\n",
" <td>* Group A lower bracket semi-final</td>\n",
" <td>19230</td>\n",
" <td>1.55</td>\n",
" <td>3741</td>\n",
" <td>1.49</td>\n",
" <td>3972</td>\n",
" <td>1.40</td>\n",
" <td>9618</td>\n",
" <td>1.11</td>\n",
" <td>...</td>\n",
" <td>19230</td>\n",
" <td>1.83</td>\n",
" <td>3741</td>\n",
" <td>1.55</td>\n",
" <td>9618</td>\n",
" <td>1.29</td>\n",
" <td>3972</td>\n",
" <td>1.09</td>\n",
" <td>10096</td>\n",
" <td>0.88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>2370919</td>\n",
" <td>* Group B upper bracket semi-final. Winner adv...</td>\n",
" <td>10994</td>\n",
" <td>1.52</td>\n",
" <td>7592</td>\n",
" <td>1.42</td>\n",
" <td>20304</td>\n",
" <td>1.35</td>\n",
" <td>17956</td>\n",
" <td>1.12</td>\n",
" <td>...</td>\n",
" <td>10994</td>\n",
" <td>1.66</td>\n",
" <td>17956</td>\n",
" <td>1.66</td>\n",
" <td>20304</td>\n",
" <td>1.55</td>\n",
" <td>7592</td>\n",
" <td>1.52</td>\n",
" <td>16717</td>\n",
" <td>1.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>2370920</td>\n",
" <td>* Group B lower bracket round</td>\n",
" <td>11574</td>\n",
" <td>0.82</td>\n",
" <td>5187</td>\n",
" <td>0.80</td>\n",
" <td>7026</td>\n",
" <td>0.72</td>\n",
" <td>12958</td>\n",
" <td>0.62</td>\n",
" <td>...</td>\n",
" <td>5187</td>\n",
" <td>1.04</td>\n",
" <td>11574</td>\n",
" <td>0.76</td>\n",
" <td>12958</td>\n",
" <td>0.75</td>\n",
" <td>7026</td>\n",
" <td>0.52</td>\n",
" <td>14561</td>\n",
" <td>0.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>2370921</td>\n",
" <td>* Group B upper bracket semi-final. Winner adv...</td>\n",
" <td>17384</td>\n",
" <td>1.13</td>\n",
" <td>11140</td>\n",
" <td>0.97</td>\n",
" <td>10588</td>\n",
" <td>0.92</td>\n",
" <td>11139</td>\n",
" <td>0.83</td>\n",
" <td>...</td>\n",
" <td>17384</td>\n",
" <td>1.10</td>\n",
" <td>11140</td>\n",
" <td>1.05</td>\n",
" <td>10588</td>\n",
" <td>1.00</td>\n",
" <td>11139</td>\n",
" <td>0.92</td>\n",
" <td>9115</td>\n",
" <td>0.77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>2370922</td>\n",
" <td>* Group B lower bracket round 1</td>\n",
" <td>8528</td>\n",
" <td>1.74</td>\n",
" <td>16947</td>\n",
" <td>1.44</td>\n",
" <td>8918</td>\n",
" <td>1.44</td>\n",
" <td>11840</td>\n",
" <td>1.38</td>\n",
" <td>...</td>\n",
" <td>8528</td>\n",
" <td>1.91</td>\n",
" <td>11840</td>\n",
" <td>1.79</td>\n",
" <td>16947</td>\n",
" <td>1.63</td>\n",
" <td>8918</td>\n",
" <td>1.40</td>\n",
" <td>16555</td>\n",
" <td>1.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>2370913</td>\n",
" <td>* Group A upper bracket semi-final. Winner adv...</td>\n",
" <td>2023</td>\n",
" <td>1.16</td>\n",
" <td>10566</td>\n",
" <td>1.11</td>\n",
" <td>12521</td>\n",
" <td>1.03</td>\n",
" <td>12553</td>\n",
" <td>0.93</td>\n",
" <td>...</td>\n",
" <td>12553</td>\n",
" <td>1.37</td>\n",
" <td>12521</td>\n",
" <td>1.32</td>\n",
" <td>2023</td>\n",
" <td>1.31</td>\n",
" <td>10566</td>\n",
" <td>1.26</td>\n",
" <td>15631</td>\n",
" <td>1.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>2370914</td>\n",
" <td>* Group A lower bracket round 1</td>\n",
" <td>20702</td>\n",
" <td>1.55</td>\n",
" <td>22922</td>\n",
" <td>1.32</td>\n",
" <td>20254</td>\n",
" <td>1.23</td>\n",
" <td>16551</td>\n",
" <td>1.11</td>\n",
" <td>...</td>\n",
" <td>20702</td>\n",
" <td>1.65</td>\n",
" <td>22922</td>\n",
" <td>1.22</td>\n",
" <td>16551</td>\n",
" <td>1.22</td>\n",
" <td>20254</td>\n",
" <td>1.04</td>\n",
" <td>18744</td>\n",
" <td>1.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>2370911</td>\n",
" <td>* Group A upper bracket semi-final. Winner adv...</td>\n",
" <td>19230</td>\n",
" <td>1.30</td>\n",
" <td>10096</td>\n",
" <td>0.89</td>\n",
" <td>3741</td>\n",
" <td>0.88</td>\n",
" <td>9618</td>\n",
" <td>0.85</td>\n",
" <td>...</td>\n",
" <td>19230</td>\n",
" <td>1.29</td>\n",
" <td>3972</td>\n",
" <td>1.07</td>\n",
" <td>9618</td>\n",
" <td>1.04</td>\n",
" <td>10096</td>\n",
" <td>1.03</td>\n",
" <td>3741</td>\n",
" <td>0.95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>2370912</td>\n",
" <td>* Group A lower bracket round 1</td>\n",
" <td>21239</td>\n",
" <td>1.16</td>\n",
" <td>14736</td>\n",
" <td>1.02</td>\n",
" <td>22613</td>\n",
" <td>0.91</td>\n",
" <td>20607</td>\n",
" <td>0.83</td>\n",
" <td>...</td>\n",
" <td>21239</td>\n",
" <td>1.54</td>\n",
" <td>20607</td>\n",
" <td>1.00</td>\n",
" <td>22613</td>\n",
" <td>0.97</td>\n",
" <td>14736</td>\n",
" <td>0.86</td>\n",
" <td>12092</td>\n",
" <td>0.60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>2370909</td>\n",
" <td>* Group B upper bracket quarter-final</td>\n",
" <td>18053</td>\n",
" <td>1.54</td>\n",
" <td>11816</td>\n",
" <td>1.54</td>\n",
" <td>8183</td>\n",
" <td>1.29</td>\n",
" <td>9960</td>\n",
" <td>1.22</td>\n",
" <td>...</td>\n",
" <td>18053</td>\n",
" <td>1.38</td>\n",
" <td>8183</td>\n",
" <td>1.24</td>\n",
" <td>11816</td>\n",
" <td>1.17</td>\n",
" <td>9960</td>\n",
" <td>1.01</td>\n",
" <td>429</td>\n",
" <td>0.64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>2370910</td>\n",
" <td>* Group B upper bracket quarter-final</td>\n",
" <td>5187</td>\n",
" <td>0.87</td>\n",
" <td>12958</td>\n",
" <td>0.75</td>\n",
" <td>14561</td>\n",
" <td>0.64</td>\n",
" <td>7026</td>\n",
" <td>0.32</td>\n",
" <td>...</td>\n",
" <td>5187</td>\n",
" <td>2.35</td>\n",
" <td>12958</td>\n",
" <td>0.75</td>\n",
" <td>14561</td>\n",
" <td>0.46</td>\n",
" <td>7026</td>\n",
" <td>0.08</td>\n",
" <td>11574</td>\n",
" <td>0.01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>2370908</td>\n",
" <td>* Group B upper bracket quarter-final</td>\n",
" <td>8507</td>\n",
" <td>0.56</td>\n",
" <td>8711</td>\n",
" <td>0.51</td>\n",
" <td>19128</td>\n",
" <td>0.46</td>\n",
" <td>11332</td>\n",
" <td>0.36</td>\n",
" <td>...</td>\n",
" <td>19128</td>\n",
" <td>0.39</td>\n",
" <td>13230</td>\n",
" <td>0.32</td>\n",
" <td>8711</td>\n",
" <td>0.20</td>\n",
" <td>8507</td>\n",
" <td>0.01</td>\n",
" <td>11332</td>\n",
" <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>2370907</td>\n",
" <td>* Group B upper bracket quarter-final</td>\n",
" <td>8918</td>\n",
" <td>1.07</td>\n",
" <td>8528</td>\n",
" <td>0.91</td>\n",
" <td>16947</td>\n",
" <td>0.77</td>\n",
" <td>16555</td>\n",
" <td>0.73</td>\n",
" <td>...</td>\n",
" <td>8918</td>\n",
" <td>0.68</td>\n",
" <td>8528</td>\n",
" <td>0.65</td>\n",
" <td>11840</td>\n",
" <td>0.28</td>\n",
" <td>16555</td>\n",
" <td>0.20</td>\n",
" <td>16947</td>\n",
" <td>0.09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>2370906</td>\n",
" <td>* Group A upper bracket quarter-final</td>\n",
" <td>20895</td>\n",
" <td>1.29</td>\n",
" <td>19645</td>\n",
" <td>1.26</td>\n",
" <td>8950</td>\n",
" <td>0.92</td>\n",
" <td>24036</td>\n",
" <td>0.74</td>\n",
" <td>...</td>\n",
" <td>19645</td>\n",
" <td>1.45</td>\n",
" <td>20895</td>\n",
" <td>1.34</td>\n",
" <td>8950</td>\n",
" <td>0.95</td>\n",
" <td>24036</td>\n",
" <td>0.95</td>\n",
" <td>8600</td>\n",
" <td>0.62</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>2370905</td>\n",
" <td>* Group A upper bracket quarter-final</td>\n",
" <td>15631</td>\n",
" <td>1.40</td>\n",
" <td>12521</td>\n",
" <td>1.25</td>\n",
" <td>12553</td>\n",
" <td>1.08</td>\n",
" <td>2023</td>\n",
" <td>1.05</td>\n",
" <td>...</td>\n",
" <td>15631</td>\n",
" <td>1.54</td>\n",
" <td>2023</td>\n",
" <td>1.42</td>\n",
" <td>12553</td>\n",
" <td>1.28</td>\n",
" <td>10566</td>\n",
" <td>0.95</td>\n",
" <td>12521</td>\n",
" <td>0.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>2370903</td>\n",
" <td>* Group A upper bracket quarter-final</td>\n",
" <td>3741</td>\n",
" <td>1.63</td>\n",
" <td>9618</td>\n",
" <td>1.50</td>\n",
" <td>3972</td>\n",
" <td>1.01</td>\n",
" <td>19230</td>\n",
" <td>0.93</td>\n",
" <td>...</td>\n",
" <td>3741</td>\n",
" <td>1.63</td>\n",
" <td>9618</td>\n",
" <td>1.63</td>\n",
" <td>19230</td>\n",
" <td>1.16</td>\n",
" <td>10096</td>\n",
" <td>0.67</td>\n",
" <td>3972</td>\n",
" <td>0.57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>2370904</td>\n",
" <td>* Group A upper bracket quarter-final</td>\n",
" <td>10394</td>\n",
" <td>1.60</td>\n",
" <td>7964</td>\n",
" <td>1.39</td>\n",
" <td>18676</td>\n",
" <td>1.21</td>\n",
" <td>8520</td>\n",
" <td>1.17</td>\n",
" <td>...</td>\n",
" <td>10394</td>\n",
" <td>2.24</td>\n",
" <td>7964</td>\n",
" <td>1.81</td>\n",
" <td>18676</td>\n",
" <td>1.65</td>\n",
" <td>8520</td>\n",
" <td>1.06</td>\n",
" <td>13915</td>\n",
" <td>0.62</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>29 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" match-id match_type player0_id \\\n",
"0 2370931 * Grand final 18850 \n",
"1 2370930 * Semi-final 16717 \n",
"2 2370929 * Semi-final 20312 \n",
"3 2370928 * Quarter-final 7964 \n",
"4 2370927 * Quarter-final 20101 \n",
"5 2370917 * Group A lower bracket final. Winner advances... 19230 \n",
"6 2370926 * Group B lower bracket final. Winner advances... 9960 \n",
"7 2370918 * Group A upper bracket final. Winner advances... 8520 \n",
"8 2370925 * Group B upper bracket final. Winner advances... 12732 \n",
"9 2370923 * Group B lower bracket semi-final 11140 \n",
"10 2370924 * Group B lower bracket semi-final 16555 \n",
"11 2370915 * Group A lower bracket semi-final 9436 \n",
"12 2370916 * Group A lower bracket semi-final 19230 \n",
"13 2370919 * Group B upper bracket semi-final. Winner adv... 10994 \n",
"14 2370920 * Group B lower bracket round 11574 \n",
"15 2370921 * Group B upper bracket semi-final. Winner adv... 17384 \n",
"16 2370922 * Group B lower bracket round 1 8528 \n",
"17 2370913 * Group A upper bracket semi-final. Winner adv... 2023 \n",
"18 2370914 * Group A lower bracket round 1 20702 \n",
"19 2370911 * Group A upper bracket semi-final. Winner adv... 19230 \n",
"20 2370912 * Group A lower bracket round 1 21239 \n",
"21 2370909 * Group B upper bracket quarter-final 18053 \n",
"22 2370910 * Group B upper bracket quarter-final 5187 \n",
"23 2370908 * Group B upper bracket quarter-final 8507 \n",
"24 2370907 * Group B upper bracket quarter-final 8918 \n",
"25 2370906 * Group A upper bracket quarter-final 20895 \n",
"26 2370905 * Group A upper bracket quarter-final 15631 \n",
"27 2370903 * Group A upper bracket quarter-final 3741 \n",
"28 2370904 * Group A upper bracket quarter-final 10394 \n",
"\n",
" player0_rating player1_id player1_rating player2_id player2_rating \\\n",
"0 1.08 18072 1.02 13666 0.90 \n",
"1 1.04 10994 1.02 17956 1.00 \n",
"2 1.28 18850 1.22 18072 1.13 \n",
"3 1.15 8520 1.07 13915 0.99 \n",
"4 1.22 12732 1.05 16612 0.89 \n",
"5 1.47 3741 1.36 9618 1.22 \n",
"6 1.73 8183 1.32 18053 1.18 \n",
"7 1.12 18676 1.03 10394 1.01 \n",
"8 1.19 13776 0.84 16612 0.79 \n",
"9 1.43 9115 1.27 17384 1.10 \n",
"10 1.00 11840 0.92 16947 0.92 \n",
"11 1.17 19677 1.12 12018 1.05 \n",
"12 1.55 3741 1.49 3972 1.40 \n",
"13 1.52 7592 1.42 20304 1.35 \n",
"14 0.82 5187 0.80 7026 0.72 \n",
"15 1.13 11140 0.97 10588 0.92 \n",
"16 1.74 16947 1.44 8918 1.44 \n",
"17 1.16 10566 1.11 12521 1.03 \n",
"18 1.55 22922 1.32 20254 1.23 \n",
"19 1.30 10096 0.89 3741 0.88 \n",
"20 1.16 14736 1.02 22613 0.91 \n",
"21 1.54 11816 1.54 8183 1.29 \n",
"22 0.87 12958 0.75 14561 0.64 \n",
"23 0.56 8711 0.51 19128 0.46 \n",
"24 1.07 8528 0.91 16947 0.77 \n",
"25 1.29 19645 1.26 8950 0.92 \n",
"26 1.40 12521 1.25 12553 1.08 \n",
"27 1.63 9618 1.50 3972 1.01 \n",
"28 1.60 7964 1.39 18676 1.21 \n",
"\n",
" player3_id player3_rating ... player5_id player5_rating player6_id \\\n",
"0 20312 0.82 ... 18072 1.47 18850 \n",
"1 20304 0.95 ... 10994 1.16 17956 \n",
"2 13666 1.00 ... 20312 1.30 18850 \n",
"3 10394 0.97 ... 7964 1.07 18676 \n",
"4 13776 0.78 ... 20101 1.50 12732 \n",
"5 3972 1.05 ... 3741 1.38 19230 \n",
"6 11816 1.13 ... 9960 1.60 429 \n",
"7 13915 0.80 ... 8520 1.35 10394 \n",
"8 8789 0.67 ... 12732 1.32 13776 \n",
"9 11139 0.90 ... 11140 1.26 17384 \n",
"10 8528 0.91 ... 16555 1.40 11840 \n",
"11 13602 1.03 ... 9436 1.39 19677 \n",
"12 9618 1.11 ... 19230 1.83 3741 \n",
"13 17956 1.12 ... 10994 1.66 17956 \n",
"14 12958 0.62 ... 5187 1.04 11574 \n",
"15 11139 0.83 ... 17384 1.10 11140 \n",
"16 11840 1.38 ... 8528 1.91 11840 \n",
"17 12553 0.93 ... 12553 1.37 12521 \n",
"18 16551 1.11 ... 20702 1.65 22922 \n",
"19 9618 0.85 ... 19230 1.29 3972 \n",
"20 20607 0.83 ... 21239 1.54 20607 \n",
"21 9960 1.22 ... 18053 1.38 8183 \n",
"22 7026 0.32 ... 5187 2.35 12958 \n",
"23 11332 0.36 ... 19128 0.39 13230 \n",
"24 16555 0.73 ... 8918 0.68 8528 \n",
"25 24036 0.74 ... 19645 1.45 20895 \n",
"26 2023 1.05 ... 15631 1.54 2023 \n",
"27 19230 0.93 ... 3741 1.63 9618 \n",
"28 8520 1.17 ... 10394 2.24 7964 \n",
"\n",
" player6_rating player7_id player7_rating player8_id player8_rating \\\n",
"0 1.29 20312 1.00 16820 0.75 \n",
"1 1.14 7592 1.13 16717 1.10 \n",
"2 1.12 18072 1.06 13666 0.97 \n",
"3 0.99 8520 0.89 13915 0.77 \n",
"4 1.14 13776 0.74 8789 0.70 \n",
"5 1.36 9618 1.29 3972 1.18 \n",
"6 1.23 11816 1.18 18053 1.17 \n",
"7 1.26 18676 0.97 13915 0.75 \n",
"8 0.76 16612 0.74 8789 0.56 \n",
"9 1.14 11139 0.99 9115 0.96 \n",
"10 1.06 8528 0.93 16947 0.90 \n",
"11 1.29 13602 1.05 14148 1.00 \n",
"12 1.55 9618 1.29 3972 1.09 \n",
"13 1.66 20304 1.55 7592 1.52 \n",
"14 0.76 12958 0.75 7026 0.52 \n",
"15 1.05 10588 1.00 11139 0.92 \n",
"16 1.79 16947 1.63 8918 1.40 \n",
"17 1.32 2023 1.31 10566 1.26 \n",
"18 1.22 16551 1.22 20254 1.04 \n",
"19 1.07 9618 1.04 10096 1.03 \n",
"20 1.00 22613 0.97 14736 0.86 \n",
"21 1.24 11816 1.17 9960 1.01 \n",
"22 0.75 14561 0.46 7026 0.08 \n",
"23 0.32 8711 0.20 8507 0.01 \n",
"24 0.65 11840 0.28 16555 0.20 \n",
"25 1.34 8950 0.95 24036 0.95 \n",
"26 1.42 12553 1.28 10566 0.95 \n",
"27 1.63 19230 1.16 10096 0.67 \n",
"28 1.81 18676 1.65 8520 1.06 \n",
"\n",
" player9_id player9_rating \n",
"0 13666 0.47 \n",
"1 20304 1.04 \n",
"2 16820 0.54 \n",
"3 10394 0.67 \n",
"4 16612 0.62 \n",
"5 10096 0.99 \n",
"6 8183 1.02 \n",
"7 7964 0.66 \n",
"8 20101 0.51 \n",
"9 10588 0.70 \n",
"10 8918 0.83 \n",
"11 12018 0.97 \n",
"12 10096 0.88 \n",
"13 16717 1.05 \n",
"14 14561 0.40 \n",
"15 9115 0.77 \n",
"16 16555 1.26 \n",
"17 15631 1.13 \n",
"18 18744 1.02 \n",
"19 3741 0.95 \n",
"20 12092 0.60 \n",
"21 429 0.64 \n",
"22 11574 0.01 \n",
"23 11332 0.00 \n",
"24 16947 0.09 \n",
"25 8600 0.62 \n",
"26 12521 0.87 \n",
"27 3972 0.57 \n",
"28 13915 0.62 \n",
"\n",
"[29 rows x 22 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'FaZe': '1', 'G2': '5', 'MOUZ': '6', 'Cloud9': '7', 'Virtus.pro': '9', 'HEROIC': '11', 'FURIA': '15', 'Astralis': '25', 'Lynn Vision': '34', 'Liquid': '37', 'FlyQuest': '41', 'Nemiga': '46', 'Wildcard': '49', '9z': '52', 'TYLOO': '132', 'Steel Helmet': None}\n"
]
}
],
"source": [
"event_team_rankings = hltv.get_event_team_rankings(event_id)\n",
"\n",
"print(event_team_rankings)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"df = pd.merge(df, df2, on='match-id', how = 'inner')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" vertical-align: middle;\n",
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"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>url</th>\n",
" <th>match-id</th>\n",
" <th>date</th>\n",
" <th>event</th>\n",
" <th>team1</th>\n",
" <th>team1score</th>\n",
" <th>team1-id</th>\n",
" <th>team2</th>\n",
" <th>team2-id</th>\n",
" <th>team2score</th>\n",
" <th>...</th>\n",
" <th>player5_id</th>\n",
" <th>player5_rating</th>\n",
" <th>player6_id</th>\n",
" <th>player6_rating</th>\n",
" <th>player7_id</th>\n",
" <th>player7_rating</th>\n",
" <th>player8_id</th>\n",
" <th>player8_rating</th>\n",
" <th>player9_id</th>\n",
" <th>player9_rating</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>https://hltv.org/matches/2370931/mouz-vs-faze-...</td>\n",
" <td>2370931</td>\n",
" <td>2024-04-13</td>\n",
" <td>None</td>\n",
" <td>MOUZ</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>FaZe</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>18072</td>\n",
" <td>1.47</td>\n",
" <td>18850</td>\n",
" <td>1.29</td>\n",
" <td>20312</td>\n",
" <td>1.00</td>\n",
" <td>16820</td>\n",
" <td>0.75</td>\n",
" <td>13666</td>\n",
" <td>0.47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>https://hltv.org/matches/2370930/astralis-vs-f...</td>\n",
" <td>2370930</td>\n",
" <td>2024-04-12</td>\n",
" <td>None</td>\n",
" <td>Astralis</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>FaZe</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>10994</td>\n",
" <td>1.16</td>\n",
" <td>17956</td>\n",
" <td>1.14</td>\n",
" <td>7592</td>\n",
" <td>1.13</td>\n",
" <td>16717</td>\n",
" <td>1.10</td>\n",
" <td>20304</td>\n",
" <td>1.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>https://hltv.org/matches/2370929/mouz-vs-g2-ie...</td>\n",
" <td>2370929</td>\n",
" <td>2024-04-12</td>\n",
" <td>None</td>\n",
" <td>MOUZ</td>\n",
" <td>2</td>\n",
" <td>NaN</td>\n",
" <td>G2</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>20312</td>\n",
" <td>1.30</td>\n",
" <td>18850</td>\n",
" <td>1.12</td>\n",
" <td>18072</td>\n",
" <td>1.06</td>\n",
" <td>13666</td>\n",
" <td>0.97</td>\n",
" <td>16820</td>\n",
" <td>0.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>https://hltv.org/matches/2370928/liquid-vs-faz...</td>\n",
" <td>2370928</td>\n",
" <td>2024-04-11</td>\n",
" <td>None</td>\n",
" <td>Liquid</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>FaZe</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>7964</td>\n",
" <td>1.07</td>\n",
" <td>18676</td>\n",
" <td>0.99</td>\n",
" <td>8520</td>\n",
" <td>0.89</td>\n",
" <td>13915</td>\n",
" <td>0.77</td>\n",
" <td>10394</td>\n",
" <td>0.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>https://hltv.org/matches/2370927/virtuspro-vs-...</td>\n",
" <td>2370927</td>\n",
" <td>2024-04-11</td>\n",
" <td>None</td>\n",
" <td>Virtus.pro</td>\n",
" <td>0</td>\n",
" <td>5378.0</td>\n",
" <td>G2</td>\n",
" <td>5995.0</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>20101</td>\n",
" <td>1.50</td>\n",
" <td>12732</td>\n",
" <td>1.14</td>\n",
" <td>13776</td>\n",
" <td>0.74</td>\n",
" <td>8789</td>\n",
" <td>0.70</td>\n",
" <td>16612</td>\n",
" <td>0.62</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 31 columns</p>\n",
"</div>"
],
"text/plain": [
" url match-id date \\\n",
"0 https://hltv.org/matches/2370931/mouz-vs-faze-... 2370931 2024-04-13 \n",
"1 https://hltv.org/matches/2370930/astralis-vs-f... 2370930 2024-04-12 \n",
"2 https://hltv.org/matches/2370929/mouz-vs-g2-ie... 2370929 2024-04-12 \n",
"3 https://hltv.org/matches/2370928/liquid-vs-faz... 2370928 2024-04-11 \n",
"4 https://hltv.org/matches/2370927/virtuspro-vs-... 2370927 2024-04-11 \n",
"\n",
" event team1 team1score team1-id team2 team2-id team2score ... \\\n",
"0 None MOUZ 0 NaN FaZe NaN 2 ... \n",
"1 None Astralis 1 NaN FaZe NaN 2 ... \n",
"2 None MOUZ 2 NaN G2 NaN 1 ... \n",
"3 None Liquid 1 NaN FaZe NaN 2 ... \n",
"4 None Virtus.pro 0 5378.0 G2 5995.0 2 ... \n",
"\n",
" player5_id player5_rating player6_id player6_rating player7_id \\\n",
"0 18072 1.47 18850 1.29 20312 \n",
"1 10994 1.16 17956 1.14 7592 \n",
"2 20312 1.30 18850 1.12 18072 \n",
"3 7964 1.07 18676 0.99 8520 \n",
"4 20101 1.50 12732 1.14 13776 \n",
"\n",
" player7_rating player8_id player8_rating player9_id player9_rating \n",
"0 1.00 16820 0.75 13666 0.47 \n",
"1 1.13 16717 1.10 20304 1.04 \n",
"2 1.06 13666 0.97 16820 0.54 \n",
"3 0.89 13915 0.77 10394 0.67 \n",
"4 0.74 8789 0.70 16612 0.62 \n",
"\n",
"[5 rows x 31 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
}
],
"metadata": {
"kernelspec": {
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"language": "python",
"name": "python3"
},
"language_info": {
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},
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"pygments_lexer": "ipython3",
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}
},
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}
Reference in a new issue View git blame Copy permalink